{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pregnants</th>\n",
       "      <th>Plasma_glucose_concentration</th>\n",
       "      <th>blood_pressure</th>\n",
       "      <th>Triceps_skin_fold_thickness</th>\n",
       "      <th>serum_insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Diabetes_pedigree_function</th>\n",
       "      <th>Age</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>148</td>\n",
       "      <td>72</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33.6</td>\n",
       "      <td>0.627</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>66</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6</td>\n",
       "      <td>0.351</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>183</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.3</td>\n",
       "      <td>0.672</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>66</td>\n",
       "      <td>23</td>\n",
       "      <td>94</td>\n",
       "      <td>28.1</td>\n",
       "      <td>0.167</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>137</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>168</td>\n",
       "      <td>43.1</td>\n",
       "      <td>2.288</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   pregnants  Plasma_glucose_concentration  blood_pressure  \\\n",
       "0          6                           148              72   \n",
       "1          1                            85              66   \n",
       "2          8                           183              64   \n",
       "3          1                            89              66   \n",
       "4          0                           137              40   \n",
       "\n",
       "   Triceps_skin_fold_thickness  serum_insulin   BMI  \\\n",
       "0                           35              0  33.6   \n",
       "1                           29              0  26.6   \n",
       "2                            0              0  23.3   \n",
       "3                           23             94  28.1   \n",
       "4                           35            168  43.1   \n",
       "\n",
       "   Diabetes_pedigree_function  Age  Target  \n",
       "0                       0.627   50       1  \n",
       "1                       0.351   31       0  \n",
       "2                       0.672   32       1  \n",
       "3                       0.167   21       0  \n",
       "4                       2.288   33       1  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('pima-indians-diabetes.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(768, 9)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 768 entries, 0 to 767\n",
      "Data columns (total 9 columns):\n",
      "pregnants                       768 non-null int64\n",
      "Plasma_glucose_concentration    768 non-null int64\n",
      "blood_pressure                  768 non-null int64\n",
      "Triceps_skin_fold_thickness     768 non-null int64\n",
      "serum_insulin                   768 non-null int64\n",
      "BMI                             768 non-null float64\n",
      "Diabetes_pedigree_function      768 non-null float64\n",
      "Age                             768 non-null int64\n",
      "Target                          768 non-null int64\n",
      "dtypes: float64(2), int64(7)\n",
      "memory usage: 54.1 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pregnants</th>\n",
       "      <th>Plasma_glucose_concentration</th>\n",
       "      <th>blood_pressure</th>\n",
       "      <th>Triceps_skin_fold_thickness</th>\n",
       "      <th>serum_insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Diabetes_pedigree_function</th>\n",
       "      <th>Age</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.845052</td>\n",
       "      <td>120.894531</td>\n",
       "      <td>69.105469</td>\n",
       "      <td>20.536458</td>\n",
       "      <td>79.799479</td>\n",
       "      <td>31.992578</td>\n",
       "      <td>0.471876</td>\n",
       "      <td>33.240885</td>\n",
       "      <td>0.348958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.369578</td>\n",
       "      <td>31.972618</td>\n",
       "      <td>19.355807</td>\n",
       "      <td>15.952218</td>\n",
       "      <td>115.244002</td>\n",
       "      <td>7.884160</td>\n",
       "      <td>0.331329</td>\n",
       "      <td>11.760232</td>\n",
       "      <td>0.476951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.078000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27.300000</td>\n",
       "      <td>0.243750</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>117.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>30.500000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.372500</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>140.250000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>127.250000</td>\n",
       "      <td>36.600000</td>\n",
       "      <td>0.626250</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>17.000000</td>\n",
       "      <td>199.000000</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>846.000000</td>\n",
       "      <td>67.100000</td>\n",
       "      <td>2.420000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        pregnants  Plasma_glucose_concentration  blood_pressure  \\\n",
       "count  768.000000                    768.000000      768.000000   \n",
       "mean     3.845052                    120.894531       69.105469   \n",
       "std      3.369578                     31.972618       19.355807   \n",
       "min      0.000000                      0.000000        0.000000   \n",
       "25%      1.000000                     99.000000       62.000000   \n",
       "50%      3.000000                    117.000000       72.000000   \n",
       "75%      6.000000                    140.250000       80.000000   \n",
       "max     17.000000                    199.000000      122.000000   \n",
       "\n",
       "       Triceps_skin_fold_thickness  serum_insulin         BMI  \\\n",
       "count                   768.000000     768.000000  768.000000   \n",
       "mean                     20.536458      79.799479   31.992578   \n",
       "std                      15.952218     115.244002    7.884160   \n",
       "min                       0.000000       0.000000    0.000000   \n",
       "25%                       0.000000       0.000000   27.300000   \n",
       "50%                      23.000000      30.500000   32.000000   \n",
       "75%                      32.000000     127.250000   36.600000   \n",
       "max                      99.000000     846.000000   67.100000   \n",
       "\n",
       "       Diabetes_pedigree_function         Age      Target  \n",
       "count                  768.000000  768.000000  768.000000  \n",
       "mean                     0.471876   33.240885    0.348958  \n",
       "std                      0.331329   11.760232    0.476951  \n",
       "min                      0.078000   21.000000    0.000000  \n",
       "25%                      0.243750   24.000000    0.000000  \n",
       "50%                      0.372500   29.000000    0.000000  \n",
       "75%                      0.626250   41.000000    1.000000  \n",
       "max                      2.420000   81.000000    1.000000  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pregnants                       111\n",
       "Plasma_glucose_concentration      5\n",
       "blood_pressure                   35\n",
       "Triceps_skin_fold_thickness     227\n",
       "serum_insulin                   374\n",
       "BMI                              11\n",
       "Diabetes_pedigree_function        0\n",
       "Age                               0\n",
       "Target                          500\n",
       "dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df[list(df.columns)] == 0).sum() #每一列中取值为0的样本个数，其中第2到6列取值为0是无意义的，可能为缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<matplotlib.axes._subplots.AxesSubplot at 0x219039996d8>,\n",
       " Text(0.5,0,'Diabetes'),\n",
       " Text(0,0.5,'Number of Occurence'))"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(df['Target']), plt.xlabel('Diabetes'), plt.ylabel('Number of Occurence')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<matplotlib.axes._subplots.AxesSubplot at 0x21903a03c18>,\n",
       " Text(0.5,0,'Number of Pregnants'),\n",
       " Text(0,0.5,'Number of Occurence'))"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(df['pregnants']), plt.xlabel('Number of Pregnants'), plt.ylabel('Number of Occurence')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df['pregnants'] == 17).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x219023716a0>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"pregnants\", hue=\"Target\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Number of occurrences')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df.Plasma_glucose_concentration, kde = False)\n",
    "plt.xlabel('Plasma_glucose_concentration')\n",
    "plt.ylabel('Number of occurrences')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2FnfqWQg0FCwUCAYxsm9LwUkw0LnvZlCqI1i+fDlC9I3/QIZkBTHGsGJF520tWLlGc5aITBaRtSKyRkROFpEcEZkpIhtiX7OtqscOwWBw7zEKAOIgFDrwL6FSyhrLli2lf7cI6W5zwH2O7h7C7YSlS5daWJm1rGwp/A2YbowZApwArAFuB2YZYwYBs2KPO61QMLRfS8GIg1BIWwpK2cnn87Fq5SqGZh38pg+3A47tHmTJ4i8tqsx6loSCiHQDTgdeAjDGBIwxtcAlwKTYbpOAS62oxy7BUBD2u3zkIBTaf6CMUso6X3/9NaFwmOE5h/6ANiw7wOYtW6msrLSgMutZ1VI4CtgJvCwiy0TkRRFJB3oYY8oBYl8LWnuxiFwvIotFZHFHXhIvFA7vNZoZAHEQCWsoKGWnhQsXkuLkoJ3MzY6PBceiRYsSXZYtrAoFFzAaeNYYMwpooB2XiowxE40xRcaYovz8/ETVmHCRcIT9/slFiET2HyijlLKGMYYF//2c47ICeJyH3r9vRpjsVPjiiy8SX5wNrAqFEqDEGLMw9ngy0ZDYISK9AGJfKyyqxxbhVlsKQjiiLQWl7LJ582bKd1QwKq9tt4aLwKhcP18uWtQpp6ixJBSMMduBbSIyOLbpbGA18B4wLrZtHPCuFfXYxZjIfqFgEIw58N0OSqnEmj9/PgJtDgWA0XkB/E1NLFmyJHGF2cR16F3i5ibgXyLiAb4B/g/RUHpLRK4DioGfWliP5SIRg9kvhgWjl4+Uss3cOZ9yTPcQWSlt/3A2NDtImhvmzp3LKaecksDqrGdZKBhjvgKKWnnqbKtqSA5CSvECAJr6nQStzLGilLLG1q1b+WbzFn42qH2XgVwOGJ3r57P58wj8/vd4PJ4EVWg9HdFsOYPDV43DV73HFqWUHWbNmoUIjC1of9/AST0CNPgaWbhw4aF37kA0FCwkIvs3DIxB9u18VkolXCQSYcbH0xmWHWzXpaNmw7KDdE+Bjz+enoDq7KOhYCERgX06lQVwaCgoZbmvvvqK7TsqOLXn4a1n4nTAKQWNfPHFF9TU1MS5OvtoKFjI6XSw38UiY3DsOx+SUirhpk2bRpobivIPf5bi03s3EQ5H+Pjjj+NYmb00FCzkcDj3aymAXj5Symo1NTXMmzuXU3s0tmnA2oH0SQ9zbFaI9959p9MMQtVQsJDD4dg/FEwEh1NbCkpZ6YMPPiAUDnNmnyMffHZ270bKyrfz5ZedY5I8DQULOV1OYJ9PE8ZEw0IpZYlQKMQ7/5nKsJwgfdKPfDaBMQUBslJg6pQpcajOfvpuZCFnay0FIji1paCUZebNm0dlVTXn9mmMy/FcDjirt4+FixZRXFwcl2PaSUPBQk6HE9nv8pHefaSUlSZPfpuCNMPIvPitY3JmHz8uB0ydOjVux7SLhoKFxLH/m79gcDj1f4NSVlizZg2rV6/h+318tPLneNi6ewwnF/iZ/tGHHX795ja/G4nIcSJyp4g8E3s8RESOT1xpnU/0LiMdv6yUXSZPnozXBaf1iv/spt/v68ffFODDDz+M+7Gt1KZQEJGfAnOBPsDPY5szgL8mqK5OKRIxtDbZkU6SqlTiVVVVMXfOHE7r2YjXFf8/uv6ZYQZnhXhn6pToNPkdVFtbCvcB3zfG/Bpo/mmXE11rWbVRJBLG7Dt1tkiH/gVSqqNovg317MLDG8HcFuf0aaR8R0WHXpWtraFQQDQE4NvrHwa9FtIuwWDrazSHwyF7ClKqiwiHw0x7/z2GZgfplZa4QWbfyQ/QLQXef++9hJ0j0doaCkv49rJRsyuAjhuHNggEArDvlBbiJNB0+MPslVKHtnTpUip2VnJm78S1EiB6e+ppPRpZsGABVVVVCT1XorQ1FH4LPCAic4F0EfkYuB/434RV1gk1Nvoxjr2XsDBON4FAU6cZIq9UMvroo4/I8MDoI5jnqK1O7+0nYgwzZsxI+LkSoU2hYIxZCwwBngHuAF4GRhhjNiSwtk6nsdEHTvde24zDHXsuPgNplFJ7a2ho4LP58zkx34/bgru/e6VFOKZ7mJkddJK8Nq+8ZozxAW8lsJZOrampiVAwiHGm7P2EK7piU11dHenp6TZUplTnNn/+fALBIKf0jP9tqAdySo9G/rl+C5s2beLoo4+27Lzx0KZQEJH5tN6p3ASUAFONMe8f4hhbgDqidy+FjDFFIpIDvAkMALYAlxtjOs/E5HvYtWsXAMa1dygYV2rL8z179rS8LqU6u1mzPiE/zXBMN+tu6BhbEOC1DdGV3TpaKLS1MTWH6Bv3XOC12Nf+wGJgB/APEflDG45zpjFmpDGmea3m24FZxphBwKzY406pujq6/GbEnbbX9ojbu9fzSqn4qa2tZcmSpZyY78fK2WS6eQzDsoPMnvUJpoMNRGprKHwfOM8Yc6cxZqIx5k7gPOAsY8ztwIXArw/j/JcAk2LfTwIuPYxjdAiVlZUAGM/eoWBiIdFR71RQKpnNmTOHSCTCST2su3TU7KQeTWzfUcHq1astP/eRaGsoDAG+2WfbVmAwgDFmEdGxDAdjgBkiskREro9t62GMKY8do/xAxxCR60VksYgs3rlzZxtLTi4VFRUAGM/e/QbGkwYi7Nixw46ylOrUZs6YQZ+MCH3jMEV2exXlB3A74ZNPPrH83EeiraEwD3hZRI4RkVQROQZ4EfgMQERGAOWHOMZ3jTGjgR8AN4rI6W0tMtY6KTLGFOXn57f1ZUmlvLwccbpa+hBaiANJyaC8/FD/fEqp9igpKWHV6tWcUtBo6aWjZl6XYVRuE7M+mRkdo9RBtDUUxsX2XQ34gFWxx+NizweAKw92AGNMWexrBfAfYCywQ0R6AcS+VrSz/g6jrKwMk5JJa7+dQU8GpaWlNlSlVOf14YcfIgKnJmDyu7Y6vVcTu+vq+fzzz22rob3aOk6h2hhzBZAK9ALGAKXAitjz64wxiw/0ehFJF5HM5u+J9lGsBN7j22AZB7x7mD9H0tuytZigJ7PV5yIp3dlavK3DdUgplayampr48INpjMwNkJ1i39/V8JwgeV545z//sa2G9mrP1Nn5wE3AR8AyoAi4uY0v7wF8JiLLiU6N8YExZjrwCHCuiGwAzo097nRCoRDl5WVEvFmtPh9J7Y6voZ7a2lqLK1Oqc5o9eza1u3bz/UJ7B4U6BM7p08Dyr79mw4aOMdb3oKEgIm4R+YmIvE+0ZfAropd+dhEdU/B2W05ijPnGGHNC7L9hxpgHY9urjDFnG2MGxb52yvsyt23bRiQcJpJ6gFCIhcWWLVssrEqpzikcDvOv116lX2aEodn2Tzb5vV5NeF3w2muv2V1KmxyqpbADeB5YB5xkjBlqjLmf6KA11UbffBO9cSuSlt3q8xFv9l77KaUO3+zZsykpLePi/g22dDDvK91tOKePj3nz5naIv/FDhcLXQBZwIjBGRFp/V1MHtWnTJhDHAVsKxu1FPN7ofkqpwxYIBHjpxRfonxmhyILJ79rqB/38eF3wwsSJdpdySAcNBWPMGcDRwAzgFmB77FJSOuA+yEvVHjZs2IBJy95/2uxmIgRTs1m3fr21hSnVyUydOpXtOyq4/Kj6uK7BfKQy3IYL+zbwxYIFLFmyxO5yDuqQHc3GmK3GmPtjU1GcTXQ8QgRYLiJ/TnSBHZ0xhrXr1hPy5hx0v3BaLls2b+5Q9zMrlUyqqqr456RXOCE3wIjcoN3l7Oe8vn7y0wxPP/U3QiH7+zoOpF0TyRpjPjPGXA/0JHon0oiEVNWJVFRUULd7F+H0vIPuF0nPIxwOd4hrjkolo2effZZAk5+rBjXYXUqrPE74n6Pr2LK1mClTpthdzgEd1uzixhi/MeYNY8wP4l1QZ7NmzRoAwmkHD4Vwev5e+yul2m7ZsmV88sknXNjPR88ELrd5pEbnBRmZF+Dlf/yjZeqbZGPBkhNd2+rVq8HhJJJ28MtHxpOOeNI0FJRqp0AgwF//8jgFaYYf9k/uxapE4OeDGoiEAjz99NN2l9MqDYUEW7VqNZG03AN3MjcTIZCWx4qVq6wpTKlO4u2332ZbSSlXD6rDc4g/s2SQ741wcf8G5s+fz8KFC+0uZz8aCgkUDAZZv34dofS2TeIXySigvKxURzYr1UYVFRX885+TKMoPcHwcO5dfW5/G1jonW+ucPLS0G6+tTzv0i9rhB/0a6ZlueOpvf0u6m0s0FBJow4YNBINBwhmHmlU8qnm/jjb/ulJ2eeGFF4gEA1x5THw7l4vrXTSGHTSGHaytdVNc3+aVi9vE7YCfHVNHaVkZ776bXFO+aSgk0KpV0UtB4Ywebdo/nJ4H4mDFihWJLEupTmHjxo188slMvl/YSL43eTuXD+T43CDDc4L8c9Ir1NfX211OCw2FBFq5ciWkZu632toBOVxE0nNZuUr7FZQ6lFdffZVUF1yU5J3LB/PToxqoq29IqtaChkKCGGP4esUKgmntWxQolF7A2jVrCAaTb/CNUsmirKyMefPmcnbvRtLdHXfK+YHdwozICfL2W28mzd+8hkKC7Nixg5rq6jb3JzQLZxQQDAZ1HiSlDuLDDz8E4Jw+fpsrOXLf79tI7a7d/Pe//7W7FEBDIWGaO4vbHQqxO5VW6SUkpVpljGHmjI8ZkRMgJ7Xj9SXsa0ROkOxUmDlzht2lABoKCbN27VrE4SJyiDmP9mVSMpCUdNauXZugypTq2DZv3syOip1JNQvqkXAIjMr1s/jLL2lqsn9VAg2FBFmzZg3htBxwtP+fOODNZbWObFaqVcuXLwdgeHZyXIOPhxE5AfxNATZu3Gh3KdaGgog4RWSZiEyLPR4oIgtFZIOIvCkiHivrSZRIJMKGjRsJpeUe3uvTcikrLcXn88W5MqU6vnXr1tEtBXI7waWjZgO7hYHoz2Y3q1sKNwN7fgR+FHgiNi13DXCdxfUkRHl5Of7GxkPOd3Qg4bRcjDFs3rw5zpUp1fGVlGyjlzeYFKuqxUu2J4LXJZSUlNhdinWhICKFwIXAi7HHApwFTI7tMgm41Kp6Eql5reWw9/AWqmtes1lDQan97dyxg9yUztNKgOhEebmpkaSYOdXKlsKTwB+ILtADkAvUGmOaV5soAfpYWE/CbN26FeCAy28eiknJRJwuiouL41mWUp1CfUMDGe7OFQoA6c5QUoxstiQUROQioMIYs+c6dK01/lodhSIi14vIYhFZvHPnzoTUGE+lpaWIJw1ch9lFIkIkpVtSNCWVSjb+piZSnB13wNqBpLgMjT77FwiyqqXwXeBiEdkC/JvoZaMngSwRaZ5pqhAoa+3FxpiJxpgiY0xRfn77RgjboaysjLAn44iOEfJkUFJaGqeKlOo8wuFIUq2/HC8OIByxvwVkSSgYY/6fMabQGDMAuAKYbYy5CvgUuCy22zggeSYAOQJl5dsJe9KP6BjGk0HFDvuvLyqVjDphJgDJ8XPZPU7hNuB3IrKRaB/DSzbXc8SMMVRVVWKOMBQinnT8/sakuMaoVDJxiBDpfFePMIAkwS1V8Z0kvA2MMXOAObHvvwHGWl1DItXV1REKBom4j7SlEJ1ZtaqqioyMI7sUpVSnItJ652MHZwA5jMGu8WZ/BZ1MVVUVAMbtPaLjGHc0FKqrq4+4JqVUB2HsjzsNhThrfhM/UCikFC/A6avC6avCu/ZDUooXtLpf8+s1FJT6ViQSIRKJ4OqE71wugVAodOgdE12H3QV0NjU1NcCBQ8Hhq0bC0TlbXHXbOdCvQERDQan9+P3RqbI9Dvs/Ucebx2loTIKpbTph3tqrsrISiHYUHxGnB3G4Wo6nlIr22QEdemGdA0l3mZafz04aCnFWUVGBuDzgdB/ZgUQwKelJMexdqWTRPHg1u5NNcwHRn6muwdfSGrKLhkKclZWVEUnJjMuxQu50SstaHc+nVJdUGhvQmZfgGVIbQ0JqaiqXXXYZqampNIYSf6tofmp0ptQym//mNRTibGvxNkKe+IRCJLUb27ZtwyTBHQlKJYNNmzbhdkJPbzih5/GFhIsuuojx48dz4YUX4rMgFPpmRH8mu9dU0FCIo4aGBraXlx32lNn7inhzaPT52L59e1yOp1RHt2rlCvpnhHEm+J0rzWWYNm0aTz/9NB988AFprsR/MOtibamoAAAYd0lEQVSVFibFJS1L+dpFQyGO1q1bhzGG8GEurrOvcHoegO2/JEolg4aGBtasXcdxWYlfstLrMvj9fqZMmYLf78drQSg4HTC4WxNLlyxO+LkORkMhjhYvXgziIJzZIy7Hi6TlIK4UlixZcuidlerkFi1aRCQSYURO51mGc1/Dc4MUbyuxdYZkDYU4Mcbw2eefE84oAGecVhUVB4HMXvz3v18kxaAWpew0d+5cuqXAsVmd92+hKC8ARH9Wu2goxMm6deso3rqVYM5RcT1uKOcoamtroq0Qpbqouro6Pv/8M8bmN3bKabOb5XkjDOoeZsbH0227wURDIU7eeecdcLjiHwpZfRG3l//85524HlepjmT27NkEgyFO7Zn4/gS7fbdnI1uLt7F27Vpbzq+hEAelpaXMmDGDQN6xh7/a2oE4nPgLjmPhwgW2/ZIoZSdjDNPef49+mREGZib2VtRkcHKPACku4f3337fl/BoKcfDCCy9gcBDodXxCjh/oMQxxp/Lss8/qmAXV5axdu5YNGzdxRi8fSbDcQMJ5XYaT8huZNesTW6a90FA4Ql988QVz5szB3+v4ljUQ4s7pprH3aJYvX8706dMTcw6lktS7775Ligu+2zNgdymWObvQT1NTgBkzZlh+bg2FI1BTU8OfH3sck5ZNoOeIhJ4rmD+YSGZPnp4wgfLy8oSeS6lkUVdXx6ezZ3FKgTVjBZLFgMwwR3UL896771h+dUBD4TCFw2Huu+9+amt34RtwOjiciT2hCL4Bp9LYFOLOO++iqanzd7gpNWvWLJoCQc7sY+8kcXY4s3e0w9nqwauWhIKIpIrIIhFZLiKrROTe2PaBIrJQRDaIyJsiEude2sQwxvDMM8+wbNlSfP1OIpIenxHMhzxvajcaBp7Gxo0bePTRR4lEOt9MkUrtafpHH9I3M8KALtDBvK+xBQE8Tiy/ZGxVS6EJOMsYcwIwEjhfRE4CHgWeMMYMAmqA6yyq54i88cYbTJ06lUCPYYTyj7X03OGsfjQVFjF79myee+45S8+tlJXKy8tZu249pxQ02l2KLbwuw3fympg751NLB69aEgomqj720B37zwBnAZNj2ycBl1pRz5GYOnUqEydOJJhzFE19x9pSQ6DnCAIFQ3nrrbd4+eWX9Y4k1Sl99tlnAIwp6DodzPsqyg+wu66eFStWWHZOy/oURMQpIl8BFcBMYBNQa4xpjsASoI9V9RyOt99+m6eeeopQdj/8A0/DtvvjRGjqdyKBvGOZNGkSL730kgaD6nQWL15Mr3RDgbfrXiYdnhNABJYuXWrZOS1bo9kYEwZGikgW8B/guNZ2a+21InI9cD1Av379ElbjgRhjeOWVV5g0aRKh7AE0HnUGOGzuoxehacB3QYTXXnuN+vp6brrpJpzOBHd4K2UBYwwrV3zNGAtmRE1mXlf0TqQVX39t2Tktf2czxtQCc4CTgCwRaQ6mQqDVJYeMMRONMUXGmKL8/HxrCo0JhUL85S9/YdKkSQTzBiVHIDQToan/KQR6Duedd97h3nvv07uSVKdQWVlJg6+Rfhmdd/K7tuqXHmTL5m8sO59Vdx/lx1oIiIgXOAdYA3wKXBbbbRzwrhX1tJXP5+NPf7qDadOm0dTrePwDTk2eQGgmQlPfsfj7jmXevLn87ve/p7a21u6qlDoizWNxuvKlo2Y90sLU7q7D5/NZcj6r3uF6AZ+KyNfAl8BMY8w04DbgdyKyEcgFXrKonkOqqKjgxvHjWbhoIf7+pxAoLLKvD6ENgj2H03j0GaxevYZf/+Y3FBcX212SUoetvj56X0qGW0MhPTZoz6pQsKRPwRjzNTCqle3fAPbcwnMQa9eu5fb/90d21dXjG3Qu4e6FdpfUJqGco6j3ZMCmWfzmNzdw//33MXr0aLvLUqrd9MaJ/Vk1LinJroXYb86cOdz0299S2xikfvCFHSYQmkUyCqgbchH1xs0tt9zKtGnT7C5JqXZLT08HwBfStyhfKHqFIiMjw5Lz6b94jDGGN954g3vuuYcmTxb1Qy4ikpZtd1mHxaRkUj/4QoKZvXj88cd5/vnndfSz6lB69+4NQLlP76Yr8znJ6paJ1+u15HwaCkTvMHriiSd4/vnnCWYPpGHw+Rh3gv4HhAOkpqZy2WWXkZqaCuEEDcxxefANOodA/hDeeOMN7rtP70xSHUd+fj5Z3TLZtMuyu+b30i8jhNcZweuMMCQraOtdUN/UeTjm2MGIRX2a9vyLJ5FgMMj99z/AvHlzaeo5IuEdyhIKcNHFFzF+/HiMMbz1/scJOxfioKn/yZiUDObMmcOuXbt56KEHLfvEodThEhFOPPkU5s/+mFCkHpfFH19/dqyP4vro2+MfR++29uR7KPc5KK138OOTT7bsnF26pdDU1MRdd93FvHlz8fcdS6DvmITfYWRcHqZNm8bTTz/NBx98gIn3Sm37EiHQ63gaB57Gsq+Wccutt9LQ0JDYcyoVB2eddRa+ICyq6BDzZCbEp6WpOBwOTjvtNMvO2WVDIRKJ8PDDD/PFF1/g738ywZ7DrTmx04Pf72fKlCn4/X5wWvMLH8obROPA77Fq1SruuONOSyfYUupwjBkzhv79+vJ+cTrhLtgltjsgfFru5ayzzqKgoMCy83bZUHj55ZeZM2cOTYVFBAtam3Gj8wnlHkXjgFNZtmwpTz75pN72p5Kaw+Hg2ut+QWm9g5mlqXaXY7k3NqYTNk5+/vOfW3reLhkKX3/9Na+++iqBvEEJXzEt2YTyBtHU83imTZvG/Pnz7S5HqYM6/fTTOXHsWKZszqC0oevcibRkp5vPt6dwxZVX0r9/f0vP3eVCIRwO87ennoKUDJr6nZzUo5QTJVA4GpOWw4Rn/q53JKmkJiLccuuteNMzeXpldxpDnf/vtdznYOLabgw+dpDlrQTogqGwbNkyNm3cSGPv0eDsojdfiYPGwiIqdmxn3rx5dlej1EHl5+dz9z33sr3RyZMruhHoxIuw1TQJj3+dhTs1g3vvu5+UlBTLa+hyobBy5UoAQtnWT8GdTMLdeiMuD6tWrbK7FKUOadSoUfzxj39kba2Lp1dmdspg2BUQ/rw8iwbj5c+PPU7Pnj1tqaPLhcK2bduQ1AzL7vpJWuIgnNJNJ85THcY555zD//7v71he5eEvX3euS0kVjQ7uX5pNVTCVhx5+hCFDhthWS5cLhcLCQoy/HsJBu0uxlzE4m3bTt29fuytRqs0uvvhi/vSnP7F+t4cHl2VR6e/4b2Gbdrl4YGk2jY4M/vrEk4wcOdLWejr+v2g7DR06FAB39WabK7GXc9c2TCjAccd1jdtxVedx7rnn8vDDj1AZSuOeJdmsr+24fYOfl3t4aFl3vNk9eHrCMy3vT3bqcqEwZswYho8YgbfkSyRozfzkSSccIK14Af0HDODss8+2uxql2m3s2LE8+9zzZOb24uFl3ZlenEpHGnYTCMMr69J5fk0mw48/geeen8iAAQPsLgvogqHgcDj4w6234pQI6etnWB4MkbQcjNONcboJZfYkkpZj6fkJNZG+YSYSaOAPt96K2+229vxKxUn//v157vmJnHzKd3l9YzpPrcikPpj8/Qw7fA4eWJbN7NJUrrjiCh57/C90797d7rJadLlQAOjXrx+PPPwwKaEGMtZ9hPitm/Cqqd9JhNNyCafl0jjkApr6nWTZuSXoI2P9dNy+Su6++26GDRtm2bmVSoTMzEzuf+ABbrjhBr6qSeWOL3NYW5Ocl5OMgfnlKdy5OIfKcAYPPvggv/71r3G5kqveLhkKAEVFRTzxxF9Jd4TJXPMersoNdKj2Zzu5araSufpdPME6HnroIc444wy7S1IqLkSEyy+/nGee+TvenOjlpLc3eQkl0XxJDUHh76syeGFNBoOHjuAfL7/Cd7/7XbvLapUloSAifUXkUxFZIyKrROTm2PYcEZkpIhtiXy1d1WbYsGG8+OILDDtuMN7N8/Fumo0EG60sIfFCTaRsno934ywG9u3NxOef58QTT7S7KqXibsiQIbzw4kucd/75vL81jfuXZlHeYP/n3tU1Lv70ZQ6Lq7xcd911/PWJJyyd4K69xIpJ0USkF9DLGLNURDKBJcClwDVAtTHmERG5Hcg2xtx2sGMVFRWZxYsXx7W+cDjM22+/zQsvvkgEB429TiBYMBQciZlrJaV4AUBiLx2ZCO7KDXjLlkLQz1VXXcW4ceO0D0F1CfPmzeOxPz9KU2MDVx1Tzxm9m9o9o81r69OA6NoKhyMUgcnfpPFRsZc+fXpzx5132Tr+QESWGGOKDrmfHTNlisi7wITYf2cYY8pjwTHHGDP4YK9NRCg0Ky4uZsKECSxatAi83fEVjo2u0dzB5kdy1m3Hu20h0lDF8BEjuPm3v2XQoEF2l6WUpSorK3nk4YdYvGQpo/MCXDeknkyPNe93ZQ0Onl3dna11Dn74wx9yww032L64VdKGgogMAOYBw4FiY0zWHs/VGGP2u4QkItcD1wP069fvO1u3bk1ojQsWLOBvTz1NeVkp4cye+AuLiGQkb3OvmcNXTUrJYly7SsjNy+fGG37DmWeeadkyfkolm0gkwpQpU5j4/HNkuML85rhdDMlO7Foi88tT+Of6DFLSMvjDbbdz6qmnJvR8bZWUoSAiGcBc4EFjzFQRqW1LKOwpkS2FPQWDQaZNm8bLr0xi965aQtn9aOpTRMSbdegXW0ya6kgpXYq7ahNp6en87Kqr+PGPfxxdA1opxYYNG7jn7rsoKy/nJwN9XNS/EUecPys1hWHSunQ+257KCccfzx133kl+fn58T3IEki4URMQNTAM+Nsb8NbZtHUl0+ag1Pp+PyZMn8/obb+D3+wnmHkNT71GYlAzLajgQCTbiKVuOp3ItbqeTyy67jP/5n/8hMzPT7tKUSjo+n4/HH3+c2bNnMzovwK+G1uN1xef9b2ejg6dWdqe43sHVV4/j6quvxulMrvUfkioUJHr9YhLRTuX/u8f2x4CqPTqac4wxfzjYsawOhWa1tbW8/vrrTJ36H0KRCIH8IQR6nYBx2/BpPBzAU76C1IrViAlzwQUXMG7cuKT6VKJUMjLGMGXKFP7+97/T0xvmluNryfMe2b2r62tdPLmyO8bl5c677uakk6wbe9QeyRYKpwLzgRVA8/+BPwILgbeAfkAx8FNjTPXBjmVXKDSrqKjglVde4aOPPgKnh8Zexyf0TqW9mAjunevxli/DBBo588wzufbaa3VSO6XaadmyZdx5x59whXz87vhaBmQe3lzcX1Z4eG51JgU9e/Honx+jsLAwzpXGT1KFQjzZHQrNNm/ezLPPPhu9Uym1G42FRYSy+ifsTiXnrtLofE2+aoaPGMH4G2+09fY2pTq6LVu2cNsfbmV3zU7+cPwuju7evg7oz7d7mLgmk6HHDeXBhx4iKyv5+hv3pKFgkUWLFjHhmWco3rqVUFY//P1Oimt/gwQbSdm2CHfVJnr07MkNv/kNp59+ut5RpFQcVFRU8H9v/i01ldu57YRajurWthbDF9s9PLcmk5EjR/Lww490iJs6NBQsFAqFmDx5Mi/94x+EwobGPt8hWHDckbUajMFVtYm0kkU4IkGuuuoqrrrqKluW51OqM6uoqODmm8bjq63g7tE1h+xjWFvj4tHl3Rkx4gQeefTRDhEI0PZQsH8MeCfgcrm44oor+OekSXxn9EhSixfg3TgLQk2Hd8BwkNTN8/Funsdxg47mxRdf5Nprr9VAUCoBCgoKeOTPjxFyenliZfeDLvVZ6Xfw1Kru9OlTyP0PPNBhAqE9NBTiqFevXjz25z8zfvx4UupKyVzzHo6GynYdQxp3kbF2Gu7qTVxzzTU8/fRTDBw4MEEVK6UgOg333ffcy7Y6B29tSmt1n4iBiWsyiTijS2Z21lu/NRTiTES47LLLmDBhAnmZqWSs+wjn7vI2vdbRUEXmug/o5orw+GOPcc011yTdvc5KdVZjx47lJz/5CTNKvK2u5ja7NIW1NS5u+u3NSX2X0ZHSUEiQ4447jueefZY+vXuRvmEmzl2lB93fUV9Bxvrp5HTP5Nm/P0NR0SEv/Sml4uwXv/gFuTnZvL4xY6+Z9BuCwtQtGYwaeQLnn3++fQVaQEMhgfLy8pjw9FMMGNCP9G8+xdFY2+p+EmggY9MsCvKyeWbC0536U4hSyczr9XLdL37JN7udrKj+dkbh2aUp1AfgNzfc2Onv/NNQSLCsrCwefeQRMtK8pG+aDeHg3jtEwqRt+hSPw/DoI4/Qs2dPewpVSgFw7rnnkpOdxYyS6Kym4Qh8UpbOd0aP5thjj7W5usTTULBAQUEB9917DzTW4in7aq/n3BVrcNRXcPtttyXNwt1KdWVut5sLLryIFdVudgeEtbUuavxw8SWX2F2aJTQULDJq1CjOPfdcUitW4ylZgqd0KZ7SpXjLl1M0Zgxnnnmm3SUqpWK+973vYQwsq/SwZGcKKSmeLrNiYXKtGN3J/fKXv+Sr5cvZWb68ZVu3rCxuvOEGG6tSSu3rmGOOIat7NxbsCLCzyc3xx5/QKccktEZDwUIFBQW8/dZbdpehlDoEEaFozFg++eQTAC4bM8bmiqyj01wopVQrAoEApaWlOBwO+vbti8PRsa+2t3WaC20pKKVUKzweT5ecTaBjR59SSqm40lBQSinVQkNBKaVUC0tCQUT+ISIVIrJyj205IjJTRDbEvmZbUYtSSqkDs6ql8Aqw7yxStwOzjDGDgFmxx0oppWxkSSgYY+YB1ftsvgSYFPt+EnCpFbUopZQ6MDv7FHoYY8oBYl8LbKxFKaUUHWScgohcD1wfe1gvIuvsrKeTyQPatzycUtbQ38346t+WnewMhR0i0ssYUy4ivYCKA+1ojJkITLSutK5DRBa3ZZSjUlbT30172Hn56D1gXOz7ccC7NtailFIK625JfQP4AhgsIiUich3wCHCuiGwAzo09VkopZSNLLh8ZY648wFNnW3F+dVB6WU4lK/3dtEGHmyVVKaVU4ug0F0oppVpoKHRRInK+iKwTkY0ioqPJVdJobVocZR0NhS5IRJzAM8APgKHAlSIy1N6qlGrxCvtPi6MsoqHQNY0FNhpjvjHGBIB/E512RCnbHWBaHGURDYWuqQ+wbY/HJbFtSqkuTkOha5JWtultaEopDYUuqgTou8fjQqDMplqUUklEQ6Fr+hIYJCIDRcQDXEF02hGlVBenodAFGWNCwHjgY2AN8JYxZpW9VSkVdYBpcZRFdESzUkqpFtpSUEop1UJDQSmlVAsNBaWUUi00FJRSSrXQUFBKKdVCQ0EpQESeE5E727jvHBH5RaJrUsoOGgqqSxCRLSLSKCJ1IlIrIv8VkV+LiAPAGPNrY8z9FtShgaKSmoaC6kp+aIzJBPoTXRP8NuAle0tSKrloKKguxxizyxjzHvD/AeNEZLiIvCIiDwCISLaITBORnSJSE/u+cJ/DHC0ii0Rkl4i8KyI5zU+IyEmxlkitiCwXkTNi2x8ETgMmiEi9iEyIbR8iIjNFpDq28NHlexzrAhFZHWvhlIrILYn911FdnYaC6rKMMYuITg542j5POYCXibYo+gGNwIR99rkauBboDYSApwBEpA/wAfAAkAPcAkwRkXxjzJ+A+cB4Y0yGMWa8iKQDM4HXgQLgSuDvIjIsdp6XgF/FWjjDgdlx+vGVapWGgurqyoi+ebcwxlQZY6YYY3zGmDrgQeB7+7zuVWPMSmNMA3AncHlsRbufAR8aYz40xkSMMTOBxcAFBzj/RcAWY8zLxpiQMWYpMAW4LPZ8EBgqIt2MMTWx55VKGA0F1dX1YZ9VvkQkTUSeF5GtIrIbmAdkxd70m+25SNFWwA3kEW1d/DR26ahWRGqBU4FeBzh/f+DEffa/CugZe/4nRANlq4jMFZGTj+zHVergXHYXoJRdRGQM0VD4DDhxj6d+DwwGTjTGbBeRkcAy9l6caM/1KPoR/URfSTQsXjXG/PIAp913BsptwFxjzLmt7mzMl8AlIuImOrPtW/ucW6m40paC6nJEpJuIXER0berXjDEr9tklk2g/Qm2sA/nuVg7zMxEZKiJpwH3AZGNMGHgN+KGInCciThFJFZEz9uio3gEctcdxpgHHisjPRcQd+2+MiBwnIh4RuUpEuhtjgsBuIBy3fwilWqGhoLqS90Wkjuin8z8BfwX+Tyv7PQl4iX7yXwBMb2WfV4FXgO1AKvBbAGPMNuAS4I/Azti5buXbv7W/AZfF7mp6KtZn8X2iCx2VxY73KJAS2//nwJbYZaxfE+2zUCphdD0FpZRSLbSloJRSqoWGglJKqRYaCkoppVpoKCillGqhoaCUUqqFhoJSSqkWGgpKKaVaaCgopZRqoaGglFKqxf8P94iBXqwSRoYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "for i in df.columns[:-1]:    \n",
    "    sns.violinplot(x='Target', y=i, data=df, hue=\"Target\")\n",
    "    plt.xlabel('Diabetes', fontsize=12)\n",
    "    plt.ylabel(i, fontsize=12)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uIpIRCugiIhmhgC4ikhFqQ5c2p3bpKkiel4Dan5voQOdJskQ1dBGRjFBAFxHJCAV0EZGMUBt6Wu2tzVKkjelcSPujGrqISEYooIuIZMQW3+TSMOmhL4y/dvUxpeVL/N0E/eUUqQg1ZZZFNXQRkYxQQBcRyQgFdBGRjNji29BFsqC9ndNJ26Wx6HYUa1+vVtt72lsY1OhcgGroIiIZoYAuIpIRCugiIhnRsdrQ2/iWnGn7qFdLeyuPSHtR1jmEInGl6LmAdniLYNXQRUQyQgFdRCQjympyMbMxwL8DnYCb3f3qcguUbFbIbVIo9venaHOELidORU08Ug01ud1GFZpHisajlN0vy/3Opa6hm1kn4P8BXwP2BMaZ2Z5plyciIuUpp8llJPBXd1/u7p8BdwDHV6ZYIiLSWuUE9B2ANxPjTXGaiIjUgLl7uoxmJwNHuftZcfx0YKS7n58z3znAOXF0d2BpHO4PrCqyimLpWU9rb+XRNmobtY21Lc9O7l5XpHyBu6d6AQcAjyXGLwYubkX+OWnTs57W3sqjbdQ2ahvbV3kKvcppcpkN7GZmg82sK3AqcH8ZyxMRkTKk7rbo7hvM7HvAY4Rui79x9xcrVjIREWmVsvqhu/vDwMMps99YRnrW02qxTm1j5dNqsU5tY+XTarHOlsqTV+qToiIi0r7o0n8RkYxQQBcRyYg2u32umX2FcCXpDoADbwP3u/uStiqDiEiWtUkN3cwuItwawIBZhC6PBkw1s0l55h/QFuVqr8rZfjPrV8mylCPtdtRiGzpSWTuKrBzHHUqazuutfQEvA13yTO8KvAL0Tbz6EW5Otg1QB5wLPAosBBYAjwD/CAwBfgNcCfQEbgIWAXcBuxTJl68cLyeGvwf0j8O7AjOBD4DnCDciK7TOvYCrgZeA1fG1JE7bEfgp8HvgWznr/nWR7e8LjEnM2zvOvxC4HfhFoqyNwHLgr8DrhKtznwZujet/AlhL+DEdVaSsfYp8jo+n3I6TUm7DIXFamu1Iu8/TlrXY/m6k8PH4dzHt34ADc8p5SaHvU3z/amJaF+ASwrUgPwH+ifZzHBfbpwPjstPs1xExz0Bgb2AEMLCMOHVcgem7AicCe8bxzom0nrHMfeO4AfsB3wBOiMNWYLnfzRnPF5v6t2ob2iigv0S4dDV3+k6E5pdXc16fx/ePgRuA/YH6+No/TlsBfAeYFA/GH8YPfCLwXpF8nwMfxtdH8bUxvn8IvJgo30PACXH40HggFVrnauAiYNtE/m3jtPfiQTuW8IX7A/B3cZ5i278cmJtY3s2EL+FOhC/s2kTa08C+cXgI8AnhizuOcM+dk2LaEYQvdqGyPkv4cuS+9gE+Tbkd/5NyG+YQ/tGl2Y60+zxtWYvt71UUPh6XEwLbD4DngZ8n1jGXzcdlvuN1Y2Le/wvcQvgRvBb4oB0dx8X26X3ACyn36wLC8boEeDK+XorTTonvbxK6AG6TWMcsQsBNvk4E3o3DL7D5B+Z0QoX05jj91riPXo7lWg48FdfzE8IP0SNx/psJP+J/Bf4T+OfE64eE4+KfgV8S7oW1klBpakgeA+0xoI9JbOiN8dW8oTfF4b0S878a35cWWeb6xPAbhdLy5FsD/I7EL3nz+nLXCczOyftpynWuzxn/V+AZQi2mqdD2536gwPzc5RJrC8CzFSqrA38kfLFyX39Lsx1lbMMLwLy23Oc12N/JYNc5fjfuIdTc5wH/Ueh4zdk384k1PEItMfn9qOlx3MI+nU8Iwmn26zpgvzzl3J9QGRwD9AF+BLwI7NK834ANwIOEfyq/ja+P4vua5L4D+sXhHoRKTX9gMOFHtnmZA+Px0ZCnPIMJP8LTgEuBy+JrTXx/Cxga5z0JWAbsn/sZl/IqecZyX4T2+v0Jv4QnxeFOMa2e8Hfv50AvYHnzhwucDGyVs5xvEn65hxBu47sKaIzpu8a0QvmeI9Q2/wh8P05fnpjvKkJNZ2fgXwg1p0HAGYQa4RBg3zzr/Aj4MV/84g0k1Gw+SZYlpo2PB9nrhbY/ztfE5l/05ST+vsUD4XHgcOBy4DrgYOAKwq/9kXE/vA6MjXkOIdTQCpX1Y2C3Ap/h52m2o4xt+D3wl5TbkWqfV2l/f0zh4/HTPPv5MkKgXBbH8x6vsXzNtcslOct4j5aP49zvzm5U5ji+thX7dCFwfsr9WtIPZRw/jBgoCf989iXUrL/D5utxXk0E/B3i8NNAtzjciS/+wLydu04SzTGJ6V0JzU93A9cAPZo/v/i+IGf+oYSbGJ5Ae6yhl1wYOJYQxN+N4w2EX7UVhL84L8fhacBpcaOXAAcR/v4ti+lnx3lWxjzLEvkGJ75Q3wf+lOeDOYMQ+FfFA3wx4e/UcUXWeVr8sF4i/PK+H+e7htD2OjrP9o4hfmnzbX/iy5181cXp2xJqbofG7ZpHqNE+TGh3bCTcluER4CuEJ0utIXz5xhQp6wRg9wKfzz1ptqOMbegCDEu5Han2eQllPaxAWffJU84PYjm/QeHj+F4S50kS5ToL+Dwx/qXjlVCbTNYwBybK+lT8LFt7HH8r7r8lcX9Wep9emrtP43DzMTA3sV/PLbBfmz//uwjNSd8E/ld8fTNOWwX0zinnV+N2rk7s0wsIQXskmwPsoXH5k4HrgT/Hcj8Rp/80Tv8joanrwLhtL8fj4qK4H78Vh+cRb1xI6On3DKFS27y+OSSauOK0esK/l49aE0PbxZWisUvjDoSDbyPhb8yi+Ii7NYRmgFeAPQi/sIvd/WEz24/QDDDbzIYS2rQWe7glQfOy+xH+gl7n7t/Os+7tgEXuXvCsupn93t1PL5D2IOFkyt9ypo8iHCQvuPvjOWkHxbRFedJGEWofs3LTSsxbaJ2b0gg125fcfa2Z9SC0pe5NOFgfI9zp7UMz6064i+YIQjB4DHg+5suX1pyvB6GmtTehXTiZr3l9hfIly/ITwpf4pZx1NqevBqa6e/K+/M3b+33g3lLS4nKbj7mS87UirSuhDfhtQsD6GiH4vEioRZ9ICNJPmtm3YtoSQnMkhBvfNaefTqi5/gyYQggMb+XJ+9uY1pzvtJi2OKadnMh3GiEovUho8tmJUDvckdA08XLcz2vNbJectGUF0jYS2s9/F9N2jWn1ufniPtqF8MOXb525ef8K3B7Tvsbm7tBG+DdwP6GpZbm7P5vzWQwC/re7n52YtgPhX0Wju+8cp/UmBOQhhKawJmB6/AzPI8Sk6wk/ZhOANwgntvvkK4+7L06sr0f8DPdz94PNbDSw0t0X5JS1N/A9d7+KEtU8oMcvwnmEg3A4cIG7T49pbxN2VGfCr+NI4L+A0cBnhDPM+dLqCAdM0uGEX9SRhJMi+dIKKSXvKHffJpb7rLhN9xH+Lg5y9x1j2tkx7d4Cad9N5HsA+Ia7j0ws93sF8ra0zuRydyX8pdxgZjcS/kr/gXCi6YeEM/bNaesIfxVbm5Z2mcl8wwj30B9WIP0Swr+wVwgnFu9y91Vxm9fGeV8Bpsa0lQXS7kyRrzXru41wnHYn/JhuHT/DIwhNC7MJ7bMfEI7pe2IahH8pnRPppeYdRaj5FcuXrzx7xGkzgaMJtcQ1hID6JOEHtlDaHoTvYGvyfTd+zsekWOd33X0GsllrqvPVeBFqjD19cxPLHEJQh3ACohPhoPwQ+Ps4vXsJabcS/jodEt/ficMvF0k7hFCDKpS+rFhaYptms/lv5dZ8sd2tNWm5JwUrtdzkCbO5OZ9He0qbT6JtOE/6OsLf5iMJXeFWEk7MjSf0gGgvaYtieTsT2rabzx1Z8+dUIG0hsDBl3tRpifEewIw4PKhKac1NV2nyLiD0ulnCl7tYDqJI11xC98lC6cXyJtPez11ukTj3SJG0Yt2Bf9mqeFqNIN2qAoQmkuR4T8IX4efAusT0eTnzFUubT+gS9QQwPE5rbq/aqlBaS+ktpC0g9LntR87N6eNBmSZtXpWWuwY4Iw7/ls0nxYbEg7S9pM0mtJMWSv8kZ7u6ENqHp5Jof24HaRsIJ8a2IbRlN/dZ7kboGVEobQmhW2GavOWkNXdF3IbQVLbpx7cKaYsIAT1N3o/I38VyEqENvVD3yycITX2F0gvlLbbcSRTv8ruySFqx7sAd66QooblieM60zoQTUM7mM8LJHgK9CX9vC6XNjcPNZ92v58tdngqmpclLOIu9nM39x7eN03sSmofSpM2v0nIXEtpuXyGct/g8zvNfhLbU9pI2LH6ehdKX5Dum4nbOb0dpP45lfp1wYvMpQvv4C4STfYXSLiNUINLkTZv2cDw+biTUQpt/TOsIbdeVTptJODGZJu+6Ivv8syJpSyneJbpY3mJpTuEuv8XSinUH7nABvZ6cM7yJtEMLTO8P7F0kba+caccAPykwf8G0cvPGeXoQe9ZUKq1SyyV0LRtGqCUMzJmv3aQVSgeGFNk/7SYtpm8PbB+H+xBOWI5sKa2cvGWkDY3jX8mzHRVPS5uX0FRRqIvl6iJpT5aRt1haS11+U3UHLnZc5b5qflJURCQNM9uG0NRxPNB835j3CM0WNxD6mOdLuzqOp8lbLG0x4cKopXnKeg3hqW750u4htJU/mTN9DPAf7r5by3sj5lFAF5GsMbMz3P23rU0rJ29bp+WdXwFdRLLGzN5w90GtTSsnb1un5dNm90MXEakkM1tYKAmoL5BuwMAy8rZ12sAC5cxLNXQR6ZDM7D3gKEI33C8kEXpF7VMg7c+Ea1jS5G3rtD+7+/aUSDV0EemoHiRclDg/N8HMXiuSNoPQ9ztN3rZOm5E7rRjV0EVEMkIPiRYRyQgFdBGRjFBAFxHJCAV0aXNm1mBmi/JMn2FmjRVY/gQzu77c5Yh0NAroInmYWZv1ADOzTm21Lsk2BXSplc5mNsXMFprZ3fEpLpuY2Tgze8HMFsX7YLQ0/Qwze9nMmu/gWJCZ3WJm/2lmf4p5vh6nTzCzu8zsAcLNmzCzC81sdiznFXHa1mb2kJktiOX4Zpx+tZktjvP+LLGukxLr/ji+H2pmT5vZ7YS7HGJm3zazWWY238x+pUAvraV+6FIruwMT3f0ZM/sN4ck1AJjZ9oRnWDZfbPG4mY0lPC0q3/TnCI/02ofwtJ2nCfeSL6aB8GCSXYCn42POAA4Avuru75vZkYQHJ48kXORxv5kdTLh169vufkwsb28z60t4is5X3N3NrE8J+2Ak8A/u/qqZ7UF4HuaB7v65mf2S8Jza35WwHBFAAV1q5013fyYO30q4L3ezfQlPpkk+wu1gwj2l800nZ/o0wgMwirnTw3Ngl5nZcsJjzgCecPf34/CR8dX849CTEOD/BPws/kN40N3/FJto1gM3m9lDhIteWjLL3V+Nw0cQfpBmmxmEJ2+tKGEZIpsooEut5F7Rlhy3AnkKTc+3vLTr/yRnfT919199qSBm+xCecflTM3vc3Seb2UhCYD6V8OzXwwlPK9oq5jHCk4Ka5a5rirtf3MrtENlEbehSK4PM7IA4PA7470Tac8AhZtY/tiOPIzyhqNj0Q82sn5l1ITzRviUnm9lWFp42vzPhKTa5HgPONLOeEJ4Ob2YDYpPQOne/FfgZsHecp7e7Pwz8gPDAcwhPnNonDh9PeDRdPk8BJ5nZgLiuvma2UwnbIbKJauhSK0uA8Wb2K8LDt28AjgVw93fM7GJCW7gBD7v7dIAi0y8H/kJ4aPdcws2XillK+DEYCPyju6+PTR2buPvjsW37LzHtY+DbwK7A/zGzvxGeNvMdwhOVpptZt1i2f4qLuSlOn0UI2p+Qh7svNrNLCOcFtorLPY/wmDiRkuheLrLFMbNbCG3fd9e6LCKVpCYXEZGMUJOLZJaZ/Stfbk+/y90n1KA4IlWnJhcRkYxQk4uISEYooIuIZIQCuohIRiigi4hkhAK6iEhG/H/uC1ga7mAvgwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fqeJGhM4KN3sK9GVqhJZ21TXADlzNgJnkOqrA5ngQktrSIxBERBKnFn03ppZfDVT5LKmr1lFDbAsNcIaZKgX6fNrYpEYa+rcOkrRuGegHj//D+vcvX37sxuMq2RkrODiUKsPmSP3jlWuI1nQlOvsDsI7kk05JOtB3VTDdbHdUqbp6dLV05bJeLiMd0C96G0zNAr2ZjQauAnoC17n75bValohsHkodoKp+kCz2eI3EzqbLUZNAb2Y9gf8A/gFoBWaa2VR3X1DRDEsc0bvjShNpdF1122yXnUFl4gxsHGs2hxhUqxb9CGCxu78IYGa3AScAFQV69f+KSJfooi6nkgeHYmXoRNnM3TuUoayZmn0BGO3uZ8XPXwZGuvs3M9OcDZwdP+4DLIrvtwfeLDLrSsY1cp5GKEN3Knd3+q6NUIbuVO56fddd3b2pyHQbuHvVB+CLhH753OcvAz8vM++sao5r5DyNUIbuVO7u9F0boQzdqdyN8F1LDbX6ZWwrMCjzuRl4tUbLEhGREmoV6GcCe5nZbmbWGzgFmFqjZYmISAk1uRjr7uvM7JvAg4TbK29w92fKzD6pyuMaOU8jlKE7lbs7fddGKEN3KncjfNeianIxVkREGoeeXikikjgFehGRxCnQi4gkru4PNTOzTxB+Nbsz4ITbMKe6+8Ii0+fu4nnV3aeZ2ZeAzwALgUnu/mHXlFxEZPNQ14uxZnYRcCpwG+Heewj33J8CLAHGufvSvDy3EA5QWwHvAFsDdwFHEr7PaV1TeinEzAa6+7IO5hng7itqVSaRWiu13TfE9t3RX1hVcwCeA7YokN4baCO07h8HvgE0xXHz4msv4A2gZ/xsuXF1/D4DK8gzoAbl2Aa4HHgWWBGHhTFt2yJ5HgL+L/Br4EuZ9I8DLYSH1A0AJgDzgTuA/wH0zwwDCI8i+gLQP1OW64F5wK3Az4Dt47jhwIvAYuCvcXv4HrBHXtmGA48CNxN+iPcwsJLwe43PABOBZ2LacuBJ4Azga8ADcdlzgfuBrxfa5uJyesbt7QfAZ/PGXQL8G3Ah0AcYS/htyI+BrfO36/j6yUzaFvG7TQV+CHwrUw97AtMJDZe3gPH584zT7Q7cAFxKaOBcG9fNb2K5/hC/52xC4+mwuJ90tB6ujXk2qgdC4+qBcuogs39XUgd/AaYB/1KgbkvVwW5xvReqh2ruE/0J23T+dr8dcCWFt+8lwC1Flr83cA2b7mN3AVew6bY9tsMxoauDYV5FPkt4VkN++q7AWsI1hM/FSl0eN7LWWLnbAavYEFD6EJ6X09GV+XfAC/krM477VZEVUO0g9z5wHXkBrp0gN5twP+0mGwHh9wsXAR/PC9hXxWkOyBs+BayJ9TSGsCP+Ftgy1vlSQvCZF+e7C3AOoavtpbzhw/h9XozLvY6wU+5K2LFXZsr0KHBgfL93zPfvhJ1iRpx+p/j+84Szv6XAF2KeIwmBcSzhTPDbwP8B9op1Oxs4KI5rju+vAX6Xt+5yw6+B1cD5Me8VmbK+DfwE+AXwCHA1cAjwQRzeJWyPqwiNlFVAWyb/T4AbgUOBnwLvZMb9ATgxvl9OeI7JW4Tt7ESgdxw3HfjXuC5agO8Qtok/x7o/mBBoJhKeHDsNmBW/c3493FCkHgYAfyNsrxvVQyzPGwXq4P/F9f5ugXpoA97tYB0cRtgW7syvhxJ1cCahYTihSD0spHr7xEexfPnb/UvAB0W278cJsSt/+RfF9X0Om+5j84A5bLptTwZ+uDkF+tGEQHc/IWhNIgSWxYSnX2an3QI4Pn7xNkIL8Ny4wV1LCMCLi6zMi4qszANi/vfyV2bMu7LICqh2kFsKvE5egIvjigW5J+L3LbQRrChS322EnfjRAsNHedP+77iMecCcmLYkb5pX4vraL5P2Um76+PnpvDxrgV7x/ZN549Zk3o8iBJTXCUHj7CJlWJP3eWZ8XQQ8W6QenHAgyK67F4lBO07Ti7A93kXYuVfHdItlynV7/pxwENghWwfx9alsPRBb0HEea/PLnMsT67wf4RlR9xGC/6/I7BPZeojTZ5f1ZHzdEni/xLbwQYE6eCm7LeTVw9xYvvw6MEKwuim/Hiqpg+x6LVAPK4DPlbktlFsPHd0nvk+IDRtt9/H1WQps34TtcX6RMmTrIbte55LZf9iwbfegyLZdbKhroM8U+iDgJEJr+CDCKfRTJfLszoZAuG3MNwJYVCKPA38ssDJXsXGAya3MAcSdu8hGVbUgRzh4zY/vswHu0bwVn78RZHei7EbwN0I3Q3an2yHO84ki9fMh0CMv7bRY5r/Gz5fmjZ9POND8hnCK2Y8QLFoJB5/vxM+WV28PAUcQWl9XElqFl1DgABW3hYWEs5QvEg7wY+K4QwkH6YPj5+OAB3P1G5fVIzOvHsD/jN9plwLLehZYmpd2cdwe3s+k3ZA3zXNx2zo3LiN3oH8R+CfCtr0wL88bhNbt7sB3Ca3nXQhnhffmTduf0NXyLuHMZwQhsA6P41uIOz6h8TI9k3d1rLf8eniNIvsY8GGBtItjXT9fpA7mElrBG9VDHE7sYB2cTqZRlFcPfwX+Czgwrw72jN91jyL18B7V2yeeIWzjG233cfw5FN6+XyCcHeUv/yJgVSbt0sz7/088uBMauQ9mxhWNdQW/S0cm7soB2LuCPA8VWZkXxRW9V4E8C9l0586tzOxpWC2D3GvAr/Pm35NwxrOM0H2VH+SyO/f6ABc/Pw/8iBC43iac/i4E7gZGFKm7u4CjCqTfQt7ZVWbHujPz+ThCcH2dEBSyQ+76yscJrb7DgNsJrcP5hNba2cDtRco2lBDo7wc+QTjdfieuo68QznreIXRh7JPZ0efE+nsuDsvicr8PDC2wnJuBXxRIP4twul6oH3qPuNwehAD3OOGOMAit8OywQ6YeHiF0Of2FELBWEf6vYQmwTZF6OJLQMlxI6J74bVzXbxNau88RGhsj4/RNwC/jd86Nfz7Ww2zg80WWM5PwmPH89McpfBDYA/hzfL9RPRACeak6OL1AHfyQ4sG3WB0sI5zVLomfXwIOytTDVVRvnxjNhgPe+u0+M/4wNt2+zyd0ceUv/0cUv8bxj3G63La9d+b7nNuR2JjUIxDMbDtCN8sJwMCY/AahS2YBoRW9KC/Pj4H33H1iXvpoQpDb1d3fyxu3J3C5u38hfj6OcCYwmNAfmvULd19uZh8nrNAbCH2MexNOi5cSVtyn3X1dge80NOb7iNCl86+EA9GbhFPvnQhB/wx3f87MmgjdPA8RDkRPZstvZmcRdoK/5KWPJrQmdy4w7quEg1bJPITT4D3cvaXC5VRahr/GPPnf9TxC6+8FwjWVg4AF7n6fmY0A3N1nmtm+hJ332Vivm6SXyLOIEERz6aOAwwmPkr3PzEYSugDam9+QOG5hO2XIzm8IoVtvASF4rCuUJ1MfAwhdJle6+7+Qx8xucvev5KeXGpdLNzPzTDAxsx2BFncf0MHl/Nrdv9zBMtwLHO/uH5mZEW5weLOdPKMIZ0bz3f2hTPrBMb0lm15qXJzXocCMAnlyy/kAuMndV5rZVoQ4dQChsfIgYXt518z6ZsYtAKYQrjMMIpxhPA9McfcO/fNIUoG+FDM73d1/1ZFxHckTV1AuyHV6fp3McwvhIu5CYBhwnrvfY2bnEg4aD2TTY56lhFPf/DznEFoiNc3TzvzaK/ffCEE6m+diwtndQsIF7BHAn4CjCDvd1oQD7cPASOAxwh0bPQitw2x6R/KUWk454zpShmJ5sstpIgSHrCMIZ7gQzoYgHAAOJ3S9jMikZ8d1JE+x5eTSS+XpSBnKnd8od98O1jd2xhFa8xcAl7n75bExMY5wkfpzhO69QTFPdlx+nm/EeeXnyS7nIkKvwA/NbBJhm/0t4QzlO4QbONbFcasJF6K/S+gO+zlwDOEax9uErrBvuPtjlKsjzf/NeSCvj72ccZXkqfb8KszzAfFUkHCWMQs4j3AaOTc/PX5eU888NSrDU4RbAt8F/i5O0zfm6VlgXAvhwmat83R1GW4mdCccGl9fIwT/hwqkHxrHdTTPc1XMU2kZiuU5lNjVEutlJhu6E+ey4fpYNv1jbHztrrN5ns3kWX8dL37OXozNXuObT7zOR1i3j8X3u1DiGmbBmFDNYFrvgbCxFxrmE7o+Co1bU2RcqTzVnl/V8+TVy9aE1vAKNr6Kn0u/Irux1SlPtee3LLOTPJU3TfYie/aC9lNdkaeLy/A0ocvvYWBYTHuRcAawSXp8LTiuq/LUaH5zCbdkDyDzD00xfV5+ehy3pop5fsOGmxp+xYaLyHsT+uFPLzBuUW4ecZ6zM/Nr6VBs7ExgbbSB0B8/jHA7Y3YYTOg/LjRuOSEodCRPtedX7Tzv5zb0TN30IrRu2gqk30S4K6meeao9v+W5PGx8x8k2hNPmrQqMm0UMlDXO05VlyN0am7tx4Go2vnurYHoj5Knm/AjXfnK3j75IvAWbcH3n/QLpWxPOjKuVZydCQH+BcD3rwzj+T8BnCRet88ctJpz1TCKcEeQOBk1k7igqKzZ2VRDuioHw46SDi4x7odC4mOfhjuSp9vxqkOd3ZH5LkLcDHFckz5h65qlBGbYk79etMX174IAi89qJzO2yNczTlWXYLy/tWAr82KZYeiPkqcX8MtNsBexWbnpn8xDuzhtK6HvfIW+aTcYBQwi3j3+i1Pdob+g2F2NFRLorPaZYRCRxCvQiIolToBcRSZwCvWzEzAaY2dNxeN3MXsl87p037YNm1q9eZc1nZn82s2EF0isqp5nta2ZzzewpMxtcZJpeZvZOkXE3m9mYEvP/tpn1KWM+48zsn0vM5ygzu7vUd5Hure7/MCWNxcMfJAwDMLMJhMdD/Ht2mvgzc3P3o7u+hB3XiXL+E+F5Pj+oZnkyvk14JMbaUhO5+3/UaPnSTahFL2Uxsz3NrMXMfkl4WNiOZtZqZtvG8aeb2bzYAv5VTNvBzO4ys1lmNsPMDorpl5rZZDN71MyeN7MzYvrOsVX+dFzWZ4qUpZeZ/drM5sfpzs0b3zO2pifEz61mtm3mO1xvZs+Y2f25FnWBZRwPfBP4uplNi2n/FvO3xMc85OfpYWa/MLMFZvZ7wu2NxerzW4TnMT2em39MvzzW4X+Z2cBMfZ0f3+9tZn+M08zJP9Mws5G59JjvejP7k5m9aGbjMtOdFtfJ07HMPYrVq5l9K36nuWZ2c7HvJA2sM/dmakh7IDxh84L4fk/CL3EPzIxvJTwmeijhBx25P1zJvd7OhicIDib+mo/wjP45hD+LGRjnk3vK6EVxmp4UeKJfHDcSuD/zedv4+mfCM35uz80nr5x7En6Msl9Mvws4pcT3vxQ4P74fQfhF5FaE+50XAp8knBW/E6c5mfCEzR6Ee//fJT5ttMj8WzNl70X48dfn4+crgPEFyjGb+JuCWH9bEZ5pczfhEdezgOZMvscJf9gxkPAL457A38fpc4/MngR8qUS9vsaGPz8p+Ac+Ghp7UNeNdMQL7j6zQPoRhEcMvwWQeyUEoH1CTw8A21l4+BvA3e6+FlhrZtMJzxefCfxnbGXf7e5zi5RjcZzvVYRHwGafGHg9cKu7/6hYXnefH9/PJhyAyjEK+K27rwaIfeIHE54wmHMI4cmCHwGtZvZYmfPOWePu92fKNio70sLTWbd3998DxPoj1u/fE/7H4B/c/fVMtnvd/QNgmZm9RfhV5VGE+p4V8/YlPEX1QQrX6zPAzWZ2D+EAIZsZdd1IR/ytSLoRWqOF0ke4+7A47Ozua+K4/Ond3f/IhgdR3VLsAqSH6wifJLTgzwX+MzP6CeBIM9uySFnfz7xvo/zrVNb+JKF4ZU5XyAeZ98XKVmz+r8b8+RejC31fI/xxSG697OPuPyhRr0cTnms/gnBw6NmB7yQNQIFeqmEacIqZ9QfIvcb0bL9wNgiNMbMtzWx7YpeDme1K+AOHSYRnf+xfaGEWnrlv7v4bwh+bHJAZPSku9zYzq+YZ63TgRDPra2ZbE/7z4PEC05wS+7t3Jjw1sZRVhG6gsrj728CbFv7/ADPrY+HZ5hCeo/KPwI8tPAO9lGnAybHuc3da7VKoXmNQb44H4QsJZwRbFZuxNCZ13Uinufs8C3/gMt3M1hHagpZXAAABBElEQVS6Hc4kBPlrzOx0wrb2KBsC/0xCf/Yg4GJ3fyNelP22mX1IeO74Jn+OEQ0CrrfQ7+CEvv1seX5sZpcBN5pZwT+4qOA7zjCzKbHcANe4+/y8g8mdhGemtxCePDi9ndlOAqZZeKb+6DKL8s+E7q3LCC34kzJlfC1eRL6v1PeO5b4kLrsH4brF1wkt/vx67QXcauH21B7Aj9x9VZlllQahZ91IlzOzS4E33f3KepdFpDtQ142ISOLUopeGZmaz2LSL8UvuvqDQ9BUu45eE/5PNusLdb6rS/KcS/hUo6wJ3n1ZoepFqU6AXEUmcum5ERBKnQC8ikjgFehGRxCnQi4gk7r8BGAwvOm7n1rkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "for i in df.columns[:-1]:  \n",
    "    pregdf = df.groupby([i, 'Target'])[i].count().unstack('Target').fillna(0)\n",
    "    pregdf[[0,1]].plot(kind='bar', stacked=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21906efc7f0>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_corr = df.corr().abs()\n",
    "\n",
    "plt.subplots(figsize=(13, 9))\n",
    "sns.heatmap(data_corr,annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
